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Sources: OpenAI is racing to secure investor commitments before Anthropic's expected IPO in mid-Nov. and aims to raise ~$30B; the round could value it at $1.4T+ (Reuters)

OpenAI is racing to secure investor commitments before rival Anthropic's expected public market debut in mid-November …

Anthropic and OpenAI design rounds reveal distinct focuses. Anthropic's 29 design questions show 21 centered on AI systems or ML, while OpenAI's 50 questions are predominantly classic system design, at 62%. Anthropic's most frequently asked question is about batching LLM inference API over GPUs, asked Oct 15, 2026. OpenAI prioritizes online chess game, payment system, and a GPU-pool video generation service.

Seven design questions appear at both labs, with Anthropic's design round typically occurring on first onsite day, followed by coding. Managers may review designs, and some loops run two design rounds for specific domains. For Anthropic, focus on AI system and ML design questions, while OpenAI candidates should prepare for classic systems.

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Structured outputs for Anthropic Claude models on Amazon Bedrock

Amazon Bedrock now supports structured outputs for all Anthropic Claude models on both the bedrock-runtime and bedrock-mantle endpoints.

  • Anthropic Claude models on Amazon Bedrock now offer structured outputs.
  • Enables schema-compliant JSON responses without custom parsing.
  • Streamlines tasks like extracting data from financial reports.

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